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cs.AI2026
Don't Forget What You Just Learned: Self-Directed Repair Turns Agent Mistakes Into Lasting Lessons
Yuval Kansal, Karen Ullrich, Polina Kirichenko +4
Intelligent agents should learn from their mistakes so that experience leads to continuous improvement. Yet today's agents recover from a mistake only temporarily: in-context refle…
cs.AI2026
An Alternative Trajectory for Generative AI
Margarita Belova, Yuval Kansal, Yihao Liang +2
The generative artificial intelligence (AI) ecosystem is undergoing rapid transformations that threaten its sustainability. As models transition from research prototypes to high-tr…
cs.AI2026
Knowledge Graphs are Implicit Reward Models: Path-Derived Signals Enable Compositional Reasoning
Yuval Kansal, Niraj K. Jha
Large language models have achieved near-expert performance in structured reasoning domains like mathematics and programming, yet their ability to perform compositional multi-hop r…